Fairness-aware Classification on Dutch
83.24Accuracy (Female)Bounded Adaptive
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Bounded AdaptiveTotal ε=4.9712*2025.06 | 83.24 | — | — | 83.9 | |
| Bounded AdaptiveTotal ε=0.42802025.06 | 83.01 | — | — | 83.67 | |
| Constant ClippingTotal ε=4.9712*2025.06 | 83 | — | — | 83.8 | |
| Bounded AdaptiveTotal ε=0.35082025.06 | 82.88 | — | — | 83.42 | |
| Constant ClippingPrivacy budget (ε)=0.202025.06 | 82.87 | — | — | 82.88 | |
| Constant ClippingTotal ε=0.42802025.06 | 82.85 | — | — | 83.55 | |
| Bounded AdaptivePrivacy budget (ε)=0.202025.06 | 82.81 | — | — | 83.44 | |
| Fix-Bounded AdaptivePrivacy budget (ε)=0.202025.06 | 82.58 | — | — | 83.12 | |
| AUTOTotal ε=4.9712*2025.06 | 82.55 | — | — | 83.53 | |
| Constant ClippingPrivacy budget (ε)=0.102025.06 | 82.55 | — | — | 82.65 | |
| AUTOTotal ε=0.42802025.06 | 82.51 | — | — | 83.47 | |
| Constant ClippingTotal ε=0.35082025.06 | 82.48 | — | — | 83.26 | |
| Bounded AdaptivePrivacy budget (ε)=0.102025.06 | 82.48 | — | — | 82.99 | |
| Bounded AdaptiveTotal ε=0.27172025.06 | 82.47 | — | — | 83.08 | |
| AUTOTotal ε=0.35082025.06 | 82.46 | — | — | 83.17 | |
| Fix-Bounded AdaptivePrivacy budget (ε)=0.102025.06 | 82.3 | — | — | 82.77 | |
| AUTOPrivacy budget (ε)=0.202025.06 | 82.07 | — | — | 82.62 | |
| Bounded AdaptiveTotal ε=0.19712025.06 | 82.06 | — | — | 82.64 | |
| AUTOTotal ε=0.27172025.06 | 82.04 | — | — | 82.98 | |
| AUTOPrivacy budget (ε)=0.102025.06 | 82.04 | — | — | 82.14 | |
| Unbounded AdaptiveTotal ε=4.9712*2025.06 | 82.03 | — | — | 83.22 | |
| Unbounded AdaptiveTotal ε=0.42802025.06 | 81.98 | — | — | 83.17 | |
| Constant ClippingTotal ε=0.27172025.06 | 81.93 | — | — | 82.85 | |
| Unbounded AdaptiveTotal ε=0.35082025.06 | 81.92 | — | — | 82.91 | |
| Unbounded AdaptivePrivacy budget (ε)=0.102025.06 | 81.75 | — | — | 82.51 | |
| Unbounded AdaptivePrivacy budget (ε)=0.202025.06 | 81.67 | — | — | 82.89 | |
| AUTOTotal ε=0.19712025.06 | 81.65 | — | — | 82.39 | |
| Unbounded AdaptiveTotal ε=0.27172025.06 | 81.59 | — | — | 82.75 | |
| Constant ClippingTotal ε=0.19712025.06 | 81.53 | — | — | 82.08 | |
| Bounded AdaptivePrivacy budget (ε)=0.052025.06 | 81.47 | — | — | 81.6 | |
| Constant ClippingPrivacy budget (ε)=0.052025.06 | 81.41 | — | — | 81.36 | |
| Fix-Bounded AdaptivePrivacy budget (ε)=0.052025.06 | 81.28 | — | — | 80.88 | |
| AUTOPrivacy budget (ε)=0.052025.06 | 81.27 | — | — | 81.3 | |
| Unbounded AdaptiveTotal ε=0.19712025.06 | 81.05 | — | — | 81.93 | |
| Unbounded AdaptivePrivacy budget (ε)=0.052025.06 | 80.21 | — | — | 80.83 | |
| FedASLUnreliable Clients (%)=20%, Fairness Metric=|SPD|2026.05 | — | 77.12 | 0.0606 | — | |
| FedASLUnreliable Clients (%)=40%, Fairness Metric=|SPD|2026.05 | — | 77.41 | 0.0899 | — | |
| FedASLUnreliable Clients (%)=60%, Fairness Metric=|SPD|2026.05 | — | 78.57 | 0.2092 | — | |
| FedNoloweUnreliable Clients (%)=20%, Fairness Metric=|SPD|2026.05 | — | 77.33 | 0.0786 | — | |
| FedNoloweUnreliable Clients (%)=40%, Fairness Metric=|SPD|2026.05 | — | 77.78 | 0.1108 | — | |
| FedNoloweUnreliable Clients (%)=60%, Fairness Metric=|SPD|2026.05 | — | 78.09 | 0.1378 | — | |
| OursUnreliable Clients (%)=20%, Fairness Metric=|SPD|, Adaptive ρs schedule=true2026.05 | — | 76.91 | 0.0519 | — | |
| OursUnreliable Clients (%)=40%, Fairness Metric=|SPD|, Adaptive ρs schedule=true2026.05 | — | 76.99 | 0.053 | — | |
| OursUnreliable Clients (%)=60%, Fairness Metric=|SPD|, Adaptive ρs schedule=true2026.05 | — | 76.76 | 0.0442 | — |